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mcp/skillhub

Agent Skill

Golden Jupyter Dir skill

golden-jupyter-diryusufkaraaslan/Skill_Seekerstests/golden/phase2/jupyter_dir/SKILL.md

Use when testing the golden_jupyter_dir golden build

15kMIT

always on

16 tokname + description

once used

849 tokSKILL.md body

bundled files

52 KB

repo stars

15kGitHub

Install the Golden Jupyter Dir skill

Skills CLI (Claude Code, Codex, Cursor and others)

npx skills add https://github.com/yusufkaraaslan/Skill_Seekers --skill golden-jupyter-dir

Claude Code, by hand (all projects)

git clone --depth 1 https://github.com/yusufkaraaslan/Skill_Seekers.git /tmp/Skill_Seekers
mkdir -p ~/.claude/skills
cp -R /tmp/Skill_Seekers/tests/golden/phase2/jupyter_dir ~/.claude/skills/golden-jupyter-dir

For one project only, copy the folder into .claude/skills/ in that project instead. The agent picks it up when a task matches its description.

What it costs your context

Agent Skills load in three steps. Tokens counted with the o200k tokenizer; your model's count will differ a little.

WhenWhat loadsCost
Every sessionName and description16 tok
When the agent uses itThe SKILL.md instructions849 tok
Only if opened5 bundled files (2 KB)varies

Until it is used, golden-jupyter-dir costs about 85× less than the median MCP server we measured (1,362 tokens on every turn). Installing all 26 skills from yusufkaraaslan/Skill_Seekers would load 397 tokens of descriptions. Skills vs MCP study

Checks

  • The name doesn't match its folder name, as the specification requires.

Checked 2026-10-22 · method

What's inside

The headings of its SKILL.md. Read the full file on GitHub.

  • GoldenJupyterDir Notebook Skill
  • 📋 Notebook Information
  • 💡 When to Use This Skill
  • 📖 Section Overview
  • 🔑 Key Concepts
  • 📦 Dependencies
  • ⚡ Quick Reference
  • 📝 Code Examples
  • Bash Examples (1)
  • Python Examples (3)
  • 📊 Notebook Statistics
  • 🗺️ Navigation

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